{"id":35080,"date":"2024-12-18T05:00:02","date_gmt":"2024-12-17T21:00:02","guid":{"rendered":"https:\/\/17aitech.com\/?p=35080"},"modified":"2024-12-18T05:00:02","modified_gmt":"2024-12-17T21:00:02","slug":"%e9%a6%96%e4%b8%aa%e5%85%a8%e8%87%aa%e5%8a%a8%e7%a7%91%e5%ad%a6%e5%8f%91%e7%8e%b0ai%e7%b3%bb%e7%bb%9f%ef%bc%8ctransformer%e4%bd%9c%e8%80%85%e5%88%9b%e4%b8%9a%e5%85%ac%e5%8f%b8sakana-ai%e6%8e%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35080","title":{"rendered":"\u9996\u4e2a\u5168\u81ea\u52a8\u79d1\u5b66\u53d1\u73b0AI\u7cfb\u7edf\uff0cTransformer\u4f5c\u8005\u521b\u4e1a\u516c\u53f8Sakana AI\u63a8\u51faAI Scientist"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u9996\u4e2a\u5168\u81ea\u52a8\u79d1\u5b66\u53d1\u73b0AI\u7cfb\u7edf\uff0cTransformer\u4f5c\u8005\u521b\u4e1a\u516c\u53f8Sakana AI\u63a8\u51faAI Scientist<\/a><\/p>\n

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\u7f16\u8f91\u00a0|\u00a0ScienceAI<\/p>\n

\u4e00\u5e74\u524d\uff0c\u8c37\u6b4c\u6700\u540e\u4e00\u4f4d Transformer \u8bba\u6587\u4f5c\u8005 Llion Jones \u79bb\u804c\u521b\u4e1a\uff0c\u4e0e\u524d\u8c37\u6b4c\u7814\u7a76\u4eba\u5458 David Ha\u5171\u540c\u521b\u7acb\u4eba\u5de5\u667a\u80fd<\/mark>\u516c\u53f8 Sakana AI\u3002Sakana AI \u58f0\u79f0\u5c06\u521b\u5efa\u4e00\u79cd\u57fa\u4e8e\u81ea\u7136\u542f\u53d1\u667a\u80fd\u7684\u65b0\u578b\u57fa\u7840\u6a21\u578b\uff01<\/p>\n

\u73b0\u5728\uff0cSakana AI \u4ea4\u4e0a\u4e86\u81ea\u5df1\u7684\u7b54\u5377\u3002<\/p>\n

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Sakana AI \u5ba3\u5e03\u63a8\u51fa AI Scientist\uff0c\u8fd9\u662f\u4e16\u754c\u4e0a\u7b2c\u4e00\u4e2a\u7528\u4e8e\u81ea\u52a8\u5316\u79d1\u5b66\u7814\u7a76\u548c\u5f00\u653e\u5f0f\u53d1\u73b0\u7684 AI \u7cfb\u7edf\uff01<\/p>\n

\u4ece\u6784\u601d\u3001\u7f16\u5199\u4ee3\u7801\u3001\u8fd0\u884c\u5b9e\u9a8c\u548c\u603b\u7ed3\u7ed3\u679c\uff0c\u5230\u64b0\u5199\u6574\u7bc7\u8bba\u6587\u548c\u8fdb\u884c\u540c\u884c\u8bc4\u5ba1\uff0cAI Scientist \u5f00\u542f\u4e86 AI \u9a71\u52a8\u7684\u79d1\u5b66\u7814\u7a76\u548c\u52a0\u901f\u53d1\u73b0\u7684\u65b0\u65f6\u4ee3\u3002<\/p>\n

\u539f\u5219\u4e0a\uff0c\u5b83\u53ef\u4ee5\u4e0d\u65ad\u91cd\u590d\u79d1\u5b66\u7814\u7a76\u8fc7\u7a0b\uff0c\u4ee5\u5f00\u653e\u5f0f\u7684\u65b9\u5f0f\u8fed\u4ee3\u5f00\u53d1\u60f3\u6cd5\uff0c\u5c31\u50cf\u4eba\u7c7b\u79d1\u5b66\u5bb6\u4e00\u6837\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5c06\u5176\u5e94\u7528\u4e8e\u673a\u5668\u5b66\u4e60<\/mark>\u7684\u4e09\u4e2a\u4e0d\u540c\u5b50\u9886\u57df\u6765\u5c55\u793a\u5b83\u7684\u591a\u529f\u80fd\u6027\uff1a\u6269\u6563\u5efa\u6a21\u3001\u57fa\u4e8e Transformer \u7684\u8bed\u8a00\u5efa\u6a21\u548c\u5b66\u4e60\u52a8\u529b\u5b66\u3002<\/p>\n

\u6bcf\u4e2a\u60f3\u6cd5\u90fd\u4f1a\u88ab\u5b9e\u65bd\u5e76\u53d1\u5c55\u6210\u4e00\u7bc7\u5b8c\u6574\u7684\u8bba\u6587\uff0c\u6bcf\u7bc7\u8bba\u6587\u7684\u6210\u672c\u4e0d\u5230 15 \u7f8e\u5143\u3002\u4e3a\u4e86\u8bc4\u4f30\u751f\u6210\u7684\u8bba\u6587\uff0c\u7814\u7a76\u4eba\u5458\u8bbe\u8ba1\u5e76\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u81ea\u52a8\u5ba1\u9605\u5668\uff0c\u5b83\u5728\u8bc4\u4f30\u8bba\u6587\u5206\u6570\u65b9\u9762\u7684\u8868\u73b0\u63a5\u8fd1\u4eba\u7c7b\u3002<\/p>\n

AI Scientist \u53ef\u4ee5\u64b0\u5199\u51fa\u8d85\u8fc7\u9876\u7ea7\u673a\u5668\u5b66\u4e60<\/mark>\u4f1a\u8bae\u63a5\u53d7\u95e8\u69db\u7684\u8bba\u6587\u3002<\/p>\n

AI Scientist \u7684\u63a8\u51fa\u6807\u5fd7\u7740\u671d\u7740\u5145\u5206\u53d1\u6325\u4eba\u5de5\u667a\u80fd<\/mark>\u5728\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u6f5c\u529b\u8fc8\u51fa\u4e86\u91cd\u8981\u4e00\u6b65\u3002\u901a\u8fc7\u81ea\u52a8\u5316\u53d1\u73b0\u8fc7\u7a0b\u5e76\u6574\u5408\u4eba\u5de5\u667a\u80fd<\/mark>\u9a71\u52a8\u7684\u5ba1\u67e5\u7cfb\u7edf\uff0c\u4e3a\u6700\u5177\u6311\u6218\u6027\u7684\u79d1\u5b66\u6280\u672f\u9886\u57df\u7684\u521b\u65b0\u548c\u89e3\u51b3\u95ee\u9898\u6253\u5f00\u4e86\u65e0\u9650\u53ef\u80fd\u4e4b\u95e8\u3002<\/p>\n

\u76f8\u5173\u7814\u7a76\u4ee5\u300cThe AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery<\/em>\u300d\u4e3a\u9898\uff0c\u4e8e 8 \u6708 12 \u65e5\u53d1\u5e03\u5728\u9884\u5370\u5e73\u53f0\u00a0arXiv\u00a0<\/em>\u4e0a\u3002<\/p>\n

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\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2408.06292<\/em><\/p>\n

\u4eba\u5de5\u667a\u80fd<\/mark>\u9762\u4e34\u7684\u4e00\u5927\u6311\u6218\u662f\u5f00\u53d1\u80fd\u591f\u8fdb\u884c\u79d1\u5b66\u7814\u7a76\u548c\u53d1\u73b0\u65b0\u77e5\u8bc6\u7684\u667a\u80fd\u4f53\u3002\u867d\u7136\u524d\u6cbf\u6a21\u578b\u5df2\u88ab\u7528\u4f5c\u4eba\u7c7b\u79d1\u5b66\u5bb6\u7684\u8f85\u52a9\u5de5\u5177\uff0c\u4f8b\u5982\u96c6\u601d\u5e7f\u76ca\u3001\u7f16\u5199\u4ee3\u7801\u6216\u6267\u884c\u9884\u6d4b\u4efb\u52a1\uff0c\u4f46\u5b83\u4eec\u4ecd\u7136\u53ea\u5b8c\u6210\u4e86\u79d1\u5b66\u8fc7\u7a0b\u7684\u4e00\u5c0f\u90e8\u5206\u3002<\/p>\n

\u5728\u6700\u65b0\u7684\u7814\u7a76\u4e2d\uff0cSakana AI \u7684\u79d1\u5b66\u5bb6\u63d0\u51fa\u4e86\u7b2c\u4e00\u4e2a\u5168\u81ea\u52a8\u79d1\u5b66\u53d1\u73b0\u7684\u7efc\u5408\u6846\u67b6\uff0c\u4f7f\u524d\u6cbf\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/mark>\u80fd\u591f\u72ec\u7acb\u8fdb\u884c\u7814\u7a76\u5e76\u4f20\u8fbe\u5176\u7814\u7a76\u7ed3\u679c\u3002<\/p>\n

AI Scientist \u53ef\u4ee5\u4ea7\u751f\u65b0\u9896\u7684\u7814\u7a76\u60f3\u6cd5\u3001\u7f16\u5199\u4ee3\u7801\u3001\u6267\u884c\u5b9e\u9a8c\u3001\u53ef\u89c6\u5316\u7ed3\u679c\u3001\u901a\u8fc7\u64b0\u5199\u5b8c\u6574\u7684\u79d1\u5b66\u8bba\u6587\u63cf\u8ff0\u5176\u7814\u7a76\u7ed3\u679c\uff0c\u7136\u540e\u8fd0\u884c\u6a21\u62df\u5ba1\u67e5\u6d41\u7a0b\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n

\u5173\u4e8eAI Scientist<\/strong><\/p>\n

AI Scientist \u6709\u4e09\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a\uff081\uff09\u521b\u610f\u751f\u6210\uff0c\uff082\uff09\u5b9e\u9a8c\u8fed\u4ee3\uff0c\uff083\uff09\u8bba\u6587\u64b0\u5199\u3002\u64b0\u5199\u5b8c\u6210\u540e\uff0c\u7814\u7a76\u4eba\u5458\u4f1a\u5f15\u5165\u5e76\u9a8c\u8bc1 LLM \u751f\u6210\u7684\u8bc4\u8bba\uff0c\u4ee5\u8bc4\u4f30\u6240\u751f\u6210\u8bba\u6587\u7684\u8d28\u91cf\u3002<\/p>\n

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\u56fe\u793a\uff1a\u7aef\u5230\u7aef LLM \u9a71\u52a8\u7684\u79d1\u5b66\u53d1\u73b0\u8fc7\u7a0b AI Scientist \u7684\u6982\u5ff5\u8bf4\u660e\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u7814\u7a76\u4eba\u5458\u4e3a AI Scientist \u63d0\u4f9b\u4e86\u4e00\u4e2a\u8d77\u59cb\u4ee3\u7801\u6a21\u677f\uff0c\u8be5\u6a21\u677f\u53ef\u91cd\u73b0\u6d41\u884c\u6a21\u578b\u6216\u57fa\u51c6<\/mark>\u7684\u8f7b\u91cf\u7ea7\u57fa\u7ebf\u8bad\u7ec3\u8fd0\u884c\u3002\u4f8b\u5982\uff0c\u8fd9\u53ef\u80fd\u662f\u9488\u5bf9\u838e\u58eb\u6bd4\u4e9a\u4f5c\u54c1\u8bad\u7ec3\u5c0f\u578b transformer \u7684\u4ee3\u7801\uff0c\u8fd9\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u4e2d\u7684\u7ecf\u5178\u6982\u5ff5\u9a8c\u8bc1\u8bad\u7ec3\u8fd0\u884c\uff0c\u53ef\u5728\u51e0\u5206\u949f\u5185\u5b8c\u6210\u3002<\/p>\n

\u7136\u540e\uff0cAI Scientist \u5c31\u53ef\u4ee5\u81ea\u7531\u63a2\u7d22\u4efb\u4f55\u53ef\u80fd\u7684\u7814\u7a76\u65b9\u5411\u3002\u8be5\u6a21\u677f\u8fd8\u5305\u62ec\u4e00\u4e2a LaTeX \u6587\u4ef6\u5939\uff0c\u5176\u4e2d\u5305\u542b\u6837\u5f0f\u6587\u4ef6\u548c\u8282\u6807\u9898\u4ee5\u53ca\u7b80\u5355\u7684\u7ed8\u56fe\u4ee3\u7801\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u6bcf\u6b21\u8fd0\u884c\u90fd\u662f\u4ece\u4e0e\u4e3b\u9898\u9886\u57df\u76f8\u5173\u7684\u4ee3\u8868\u6027\u5c0f\u89c4\u6a21\u5b9e\u9a8c\u5f00\u59cb\u7684\u3002<\/p>\n

\u7814\u7a76\u4eba\u5458\u89e3\u91ca\u9053\uff1a\u300c\u4e13\u6ce8\u4e8e\u5c0f\u89c4\u6a21\u5b9e\u9a8c\u5e76\u4e0d\u662f\u6211\u4eec\u65b9\u6cd5\u7684\u6839\u672c\u9650\u5236\uff0c\u800c\u53ea\u662f\u51fa\u4e8e\u8ba1\u7b97\u6548\u7387\u7684\u56e0\u7d20\uff0c\u4ee5\u53ca\u6211\u4eec\u8fd9\u8fb9\u8bbe\u5907\u7684\u8ba1\u7b97\u9650\u5236\u3002\u300d<\/p>\n

\u4e3a\u4ec0\u4e48\u5199\u8bba\u6587\u5f88\u91cd\u8981\uff1f<\/strong><\/p>\n

\u9274\u4e8e\u79d1\u5b66\u5bb6\u7684\u603b\u4f53\u76ee\u6807\u662f\u5b9e\u73b0\u79d1\u5b66\u53d1\u73b0\u7684\u81ea\u52a8\u5316\uff0c\u4e3a\u4ec0\u4e48\u7814\u7a76\u4eba\u5458\u8981\u8ba9 AI Scientist \u50cf\u4eba\u7c7b\u79d1\u5b66\u5bb6\u4e00\u6837\u5199\u8bba\u6587\u5462\uff1f\u4f8b\u5982\uff0c\u4ee5\u524d\u7684\u4eba\u5de5\u667a\u80fd<\/mark>\u7cfb\u7edf\uff08\u5982 FunSearch \u548c GNoME\uff09\u66fe\u7ecf\u5728\u53d7\u9650\u9886\u57df\u4ea7\u751f\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u79d1\u5b66\u53d1\u73b0\uff0c\u4f46\u5b83\u4eec\u5e76\u4e0d\u80fd\u64b0\u5199\u8bba\u6587\u3002<\/p>\n

\u8be5\u56e2\u961f\u8ba4\u4e3a\uff0cAI Scientist \u64b0\u5199\u79d1\u5b66\u8bba\u6587\u6765\u4f20\u64ad\u5176\u53d1\u73b0\u81f3\u5173\u91cd\u8981\uff0c\u539f\u56e0\u5982\u4e0b\uff1a\u9996\u5148\uff0c\u64b0\u5199\u8bba\u6587\u4e3a\u4eba\u7c7b\u63d0\u4f9b\u4e86\u4e00\u79cd\u9ad8\u5ea6\u53ef\u89e3\u91ca\u7684\u65b9\u6cd5\uff0c\u4f7f\u4eba\u7c7b\u80fd\u591f\u4ece\u6240\u5b66\u77e5\u8bc6\u4e2d\u53d7\u76ca\uff1b\u5176\u6b21\uff0c\u5728\u73b0\u6709\u7684\u673a\u5668\u5b66\u4e60<\/mark>\u4f1a\u8bae\u6846\u67b6\u5185\u5ba1\u67e5\u4e66\u9762\u8bba\u6587\u4f7f\u79d1\u5b66\u5bb6\u80fd\u591f\u6807\u51c6\u5316\u8bc4\u4f30\uff1b\u7b2c\u4e09\uff0c\u81ea\u73b0\u4ee3\u79d1\u5b66\u8bde\u751f\u4ee5\u6765\uff0c\u79d1\u5b66\u8bba\u6587\u4e00\u76f4\u662f\u4f20\u64ad\u7814\u7a76\u6210\u679c\u7684\u4e3b\u8981\u5a92\u4ecb\u3002<\/p>\n

\u7531\u4e8e\u8bba\u6587\u53ef\u4ee5\u4f7f\u7528\u81ea\u7136\u8bed\u8a00\uff0c\u5e76\u5305\u542b\u60c5\u8282\u548c\u4ee3\u7801\uff0c\u56e0\u6b64\u5b83\u53ef\u4ee5\u7075\u6d3b\u5730\u63cf\u8ff0\u4efb\u4f55\u7c7b\u578b\u7684\u79d1\u5b66\u7814\u7a76\u548c\u53d1\u73b0\u3002\u51e0\u4e4e\u4efb\u4f55\u5176\u4ed6\u53ef\u4ee5\u60f3\u5230\u7684\u683c\u5f0f\u90fd\u88ab\u9501\u5b9a\u5728\u67d0\u79cd\u6570\u636e\u6216\u79d1\u5b66\u7c7b\u578b\u4e2d\u3002\u5728\u51fa\u73b0\u66f4\u4f18\u7684\u66ff\u4ee3\u65b9\u6848\uff08\u6216\u53ef\u80fd\u7531\u4eba\u5de5\u667a\u80fd<\/mark>\u53d1\u660e\uff09\u4e4b\u524d\uff0c\u8be5\u56e2\u961f\u76f8\u4fe1\u8bad\u7ec3 AI Scientist \u64b0\u5199\u79d1\u5b66\u8bba\u6587\u5bf9\u4e8e\u5176\u878d\u5165\u66f4\u5e7f\u6cdb\u7684\u79d1\u5b66\u754c\u81f3\u5173\u91cd\u8981\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u7531 AI Scientist \u5b8c\u5168\u81ea\u4e3b\u751f\u6210\u7684\u300aAdaptive Dual-Scale Denoising\u300b\u8bba\u6587\u9884\u89c8\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u5173\u4e8e\u6210\u672c<\/strong><\/p>\n

\u8fd9\u91cc\u7684\u6846\u67b6\u975e\u5e38\u7075\u6d3b\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u5f00\u5c55\u673a\u5668\u5b66\u4e60<\/mark>\u5404\u4e2a\u5b50\u9886\u57df\u7684\u7814\u7a76\uff0c\u5305\u62ec\u57fa\u4e8e transformer \u7684\u8bed\u8a00\u5efa\u6a21\u3001\u795e\u7ecf\u7f51\u7edc<\/mark>\u5b66\u4e60\u52a8\u6001\u548c\u6269\u6563\u5efa\u6a21\u3002\u8be5\u7cfb\u7edf\u7684\u6210\u672c\u6548\u76ca\u5f88\u9ad8\uff0c\u6bcf\u7bc7\u8bba\u6587\u7684\u6210\u672c\u7ea6\u4e3a 15 \u7f8e\u5143\uff0c\u53ef\u751f\u6210\u4e0e\u4f1a\u8bae\u7c7b\u76f8\u5173\u7684\u8bba\u6587\uff0c\u51f8\u663e\u4e86\u5176\u4f7f\u7814\u7a76\u6c11\u4e3b\u5316\uff08\u63d0\u9ad8\u5176\u53ef\u53ca\u6027\uff09\u548c\u52a0\u901f\u79d1\u5b66\u8fdb\u6b65\u7684\u80fd\u529b\u3002<\/p>\n

\u4f8b\u5982\uff0c\u7814\u7a76\u4eba\u5458\u5bf9 AI Scientist \u7684\u521d\u6b65\u5b9a\u6027\u5206\u6790\u8868\u660e\uff0c\u751f\u6210\u7684\u8bba\u6587\u53ef\u4ee5\u63d0\u4f9b\u5e7f\u6cdb\u7684\u4fe1\u606f\u548c\u65b0\u9896\u6027\uff0c\u6216\u8005\u81f3\u5c11\u5305\u542b\u503c\u5f97\u672a\u6765\u7814\u7a76\u7684\u60f3\u6cd5\u3002<\/p>\n

\u6309\u7167\u5f53\u4e0b\u7684\u6807\u51c6\uff0c\u8be5\u56e2\u961f\u4e3a AI Scientist \u8fdb\u884c\u5b9e\u9a8c\u5206\u914d\u7684\u5b9e\u9645\u8ba1\u7b97\u91cf\u4e5f\u975e\u5e38\u5c0f\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7814\u7a76\u4eba\u5458\u5728\u4e00\u5468\u5185\u751f\u6210\u6570\u767e\u7bc7\u8bba\u6587\u7684\u5b9e\u9a8c\u5927\u90e8\u5206\u4ec5\u4f7f\u7528\u5355\u4e2a 8\u00d7NVIDIA H100 \u8282\u70b9\u8fd0\u884c\u3002\u5982\u679c\u5927\u89c4\u6a21\u6269\u5927\u641c\u7d22\u548c\u8fc7\u6ee4\u8303\u56f4\uff0c\u53ef\u80fd\u4f1a\u4ea7\u751f\u8d28\u91cf\u66f4\u9ad8\u7684\u8bba\u6587\u3002<\/p>\n

\u5728\u8fd9\u4e2a\u9879\u76ee\u4e2d\uff0c\u8fd0\u884c AI Scientist \u7684\u5927\u90e8\u5206\u6210\u672c\u4e0e LLM API \u7f16\u7801\u548c\u8bba\u6587\u5199\u4f5c\u7684\u6210\u672c\u76f8\u5173\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u7531\u4e8e\u8be5\u56e2\u961f\u4e3a\u964d\u4f4e\u603b\u4f53\u6210\u672c\u800c\u65bd\u52a0\u7684\u9650\u5236\uff0c\u8fd0\u884c LLM \u5ba1\u9605\u5668\u76f8\u5173\u7684\u6210\u672c\u4ee5\u53ca\u8fdb\u884c\u5b9e\u9a8c\u7684\u8ba1\u7b97\u8d39\u7528\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002<\/p>\n

\u5f53\u7136\uff0c\u5982\u679c AI Scientist \u88ab\u5e94\u7528\u5230\u5176\u4ed6\u79d1\u5b66\u9886\u57df\u6216\u7528\u4e8e\u66f4\u5927\u89c4\u6a21\u7684\u8ba1\u7b97\u5b9e\u9a8c\uff0c\u8fd9\u79cd\u6210\u672c\u5206\u644a\u5728\u672a\u6765\u53ef\u80fd\u4f1a\u53d1\u751f\u53d8\u5316\u3002<\/p>\n

\u5f00\u653e\u4e0e\u5c01\u95ed\u6a21\u578b<\/strong><\/p>\n

\u4e3a\u4e86\u5b9a\u91cf\u8bc4\u4f30\u548c\u4f18\u5316\u751f\u6210\u7684\u8bba\u6587\uff0c\u7814\u7a76\u4eba\u5458\u9996\u5148\u521b\u5efa\u5e76\u9a8c\u8bc1\u4e86\u81ea\u52a8\u8bba\u6587\u5ba1\u9605\u5668\u3002\u7ed3\u679c\u8868\u660e\uff0c\u867d\u7136\u8fd8\u6709\u5f88\u5927\u7684\u4f18\u5316\u7a7a\u95f4\uff0c\u4f46 LLM \u80fd\u591f\u4ea7\u751f\u76f8\u5f53\u51c6\u786e\u7684\u8bc4\u8bba\uff0c\u5e76\u5728\u5404\u4e2a\u6307\u6807\u4e0a\u53d6\u5f97\u4e0e\u4eba\u7c7b\u76f8\u5f53\u7684\u7ed3\u679c\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1aViolin \u56fe\u663e\u793a\u4e86 AI Scientist \u5ba1\u9605\u8005\u5728\u4e09\u4e2a\u9886\u57df\u548c\u56db\u4e2a\u57fa\u7840\u6a21\u578b\u4e2d\u4e3a\u4eba\u5de5\u667a\u80fd<\/mark>\u751f\u6210\u7684\u8bba\u6587\u7684\u8bc4\u5206\u5206\u5e03\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u5c06\u8fd9\u4e2a\u5ba1\u9605\u5668\u5e94\u7528\u4e8e AI Scientist \u751f\u6210\u7684\u8bba\u6587\uff0c\u4f7f\u79d1\u5b66\u5bb6\u80fd\u591f\u5c06\u8bba\u6587\u8bc4\u4f30\u8303\u56f4\u6269\u5927\u5230\u4eba\u5de5\u68c0\u67e5\u4e4b\u5916\u3002\u7814\u7a76\u4eba\u5458\u53d1\u73b0 Sonnet 3.5 \u59cb\u7ec8\u80fd\u751f\u6210\u6700\u597d\u7684\u8bba\u6587\uff0c\u5176\u4e2d\u4e00\u4e9b\u8bba\u6587\u7684\u5206\u6570\u751a\u81f3\u8d85\u8fc7\u4e86\u81ea\u52a8\u8bba\u6587\u5ba1\u9605\u5668\u5728\u6807\u51c6\u673a\u5668\u5b66\u4e60<\/mark>\u4f1a\u8bae\u4e0a\u7684\u63a5\u53d7\u95e8\u69db\u3002<\/p>\n

\u4f46\u662f\uff0c\u8be5\u56e2\u961f\u6ca1\u6709\u7406\u7531\u671f\u671b AI Scientist \u50cf Sonnet 3.5 \u8fd9\u6837\u7684\u5355\u4e00\u6a21\u578b\u80fd\u591f\u4fdd\u6301\u9886\u5148\u5730\u4f4d\u3002\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\u6240\u6709\u524d\u6cbf LLM\uff08\u5305\u62ec\u5f00\u653e\u6a21\u578b\uff09\u90fd\u5c06\u7ee7\u7eed\u4f18\u5316\u6539\u8fdb\u3002LLM \u4e4b\u95f4\u7684\u7ade\u4e89\u4f1a\u4f7f\u5b83\u4eec\u7684\u5546\u54c1\u5316\u548c\u80fd\u529b\u90fd\u5927\u5e45\u589e\u5f3a\u3002<\/p>\n

<\/a><\/p>\n

\u56fe\u793a\uff1a\u4f7f\u7528 GPT-4o \u5bf9 ICLR 2022 OpenReview \u6570\u636e\u4e0a\u7684 AI Scientist \u7684\u8bba\u6587\u5ba1\u67e5\u6d41\u7a0b\u8fdb\u884c\u8bc4\u4f30\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n

\u5728\u8fd9\u4e2a\u9879\u76ee\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u7814\u7a76\u4e86\u5404\u79cd\u4e13\u6709\u7684 LLM\uff0c\u5305\u62ec GPT-4o \u548c Sonnet\uff0c\u4f46\u4e5f\u63a2\u7d22\u4e86\u4f7f\u7528 DeepSeek \u548c Llama-3 \u7b49\u5f00\u653e\u6a21\u578b\u3002\u53d1\u73b0\u5f00\u653e\u6a21\u578b\u5177\u6709\u663e\u8457\u7684\u4f18\u52bf\uff0c\u4f8b\u5982\u6210\u672c\u66f4\u4f4e\u3001\u53ef\u7528\u6027\u6709\u4fdd\u8bc1\u3001\u900f\u660e\u5ea6\u66f4\u9ad8\u3001\u7075\u6d3b\u6027\u66f4\u9ad8\uff0c\u5c3d\u7ba1\u8d28\u91cf\u7565\u5dee\u3002<\/p>\n

\u672a\u6765\uff0c\u7814\u7a76\u4eba\u5458\u7684\u76ee\u6807\u662f\u5229\u7528\u6240\u63d0\u51fa\u7684\u53d1\u73b0\u8fc7\u7a0b\uff0c\u5728\u4f7f\u7528\u5f00\u653e\u6a21\u578b\u7684\u95ed\u73af\u7cfb\u7edf\u4e2d\u4ea7\u751f\u81ea\u6211\u6539\u8fdb\u7684\u4eba\u5de5\u667a\u80fd<\/mark>\u3002<\/p>\n

\u672a\u6765\u65b9\u5411<\/strong><\/p>\n

\u5bf9 AI Scientist \u7684\u76f4\u63a5\u6539\u8fdb\u53ef\u80fd\u5305\u62ec\u96c6\u6210\u89c6\u89c9\u529f\u80fd\u4ee5\u66f4\u597d\u5730\u5904\u7406\u56fe\u8868\u548c\u56fe\u5f62\uff0c\u7ed3\u5408\u4eba\u7c7b\u53cd\u9988\u548c\u4ea4\u4e92\u6765\u6539\u8fdb\u4eba\u5de5\u667a\u80fd<\/mark>\u7684\u8f93\u51fa\uff0c\u5e76\u4f7f AI Scientist \u80fd\u591f\u901a\u8fc7\u4ece\u4e92\u8054\u7f51\u4e0a\u63d0\u53d6\u65b0\u6570\u636e\u548c\u6a21\u578b\u6765\u81ea\u52a8\u6269\u5927\u5176\u5b9e\u9a8c\u8303\u56f4\uff0c\u524d\u63d0\u662f\u8fd9\u6837\u505a\u662f\u5b89\u5168\u7684\u3002<\/p>\n

\u6b64\u5916\uff0cAI Scientist \u53ef\u4ee5\u8ddf\u8fdb\u5176\u6700\u4f73\u60f3\u6cd5\uff0c\u751a\u81f3\u53ef\u4ee5\u4ee5\u81ea\u53c2\u8003\u7684\u65b9\u5f0f\u76f4\u63a5\u5bf9\u81ea\u5df1\u7684\u4ee3\u7801\u8fdb\u884c\u7814\u7a76\u3002\u4e8b\u5b9e\u4e0a\uff0c\u8be5\u9879\u76ee\u7684\u5927\u90e8\u5206\u4ee3\u7801\u90fd\u662f\u7531 Aider \u7f16\u5199\u7684\u3002\u5c06\u6846\u67b6\u6269\u5c55\u5230\u5176\u4ed6\u79d1\u5b66\u9886\u57df\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6269\u5927\u5176\u5f71\u54cd\u529b\uff0c\u4e3a\u81ea\u52a8\u5316\u79d1\u5b66\u53d1\u73b0\u7684\u65b0\u65f6\u4ee3\u94fa\u5e73\u9053\u8def\u3002<\/p>\n

\u81f3\u5173\u91cd\u8981\u7684\u662f\uff0c\u672a\u6765\u7684\u5de5\u4f5c\u5e94\u8be5\u89e3\u51b3\u53ef\u9760\u6027\u548c\u5e7b\u89c9\u95ee\u9898\uff0c\u53ef\u80fd\u901a\u8fc7\u5bf9\u62a5\u544a\u7684\u7ed3\u679c\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u81ea\u52a8\u9a8c\u8bc1\u6765\u5b9e\u73b0\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u76f4\u63a5\u94fe\u63a5\u4ee3\u7801\u548c\u5b9e\u9a8c\u6765\u5b9e\u73b0\uff0c\u6216\u8005\u901a\u8fc7\u67e5\u770b\u81ea\u52a8\u9a8c\u8bc1\u5668\u662f\u5426\u53ef\u4ee5\u72ec\u7acb\u91cd\u73b0\u7ed3\u679c\u6765\u5b9e\u73b0\u3002<\/p>\n

\u7ed3\u8bed<\/strong><\/p>\n

AI Scientist \u6807\u5fd7\u7740\u673a\u5668\u5b66\u4e60<\/mark>\u79d1\u5b66\u53d1\u73b0\u65b0\u65f6\u4ee3\u7684\u5f00\u59cb\uff1a\u5c06 AI \u667a\u80fd\u4f53\u7684\u53d8\u9769\u6027\u4f18\u52bf\u5e26\u5165 AI \u672c\u8eab\u7684\u6574\u4e2a\u7814\u7a76\u8fc7\u7a0b\uff0c\u5e76\u8ba9\u79d1\u5b66\u5bb6\u66f4\u63a5\u8fd1\u4e00\u4e2a\u53ef\u4ee5\u91ca\u653e\u65e0\u9650\u4e14\u7ecf\u6d4e\u5b9e\u60e0\u7684\u521b\u9020\u529b\u548c\u521b\u65b0\uff0c\u6765\u89e3\u51b3\u4e16\u754c\u4e0a\u6700\u5177\u6311\u6218\u6027\u7684\u95ee\u9898\u7684\u4e16\u754c\u3002<\/p>\n

\u6700\u7ec8\uff0c\u300c\u6211\u4eec\u8bbe\u60f3\u4e00\u4e2a\u5b8c\u5168\u7531\u4eba\u5de5\u667a\u80fd<\/mark>\u9a71\u52a8\u7684\u79d1\u5b66\u751f\u6001\u7cfb\u7edf\uff0c\u4e0d\u4ec5\u5305\u62ec\u4eba\u5de5\u667a\u80fd<\/mark>\u9a71\u52a8\u7684\u7814\u7a76\u4eba\u5458\uff0c\u8fd8\u5305\u62ec\u5ba1\u7a3f\u4eba\u3001\u9886\u57df\u4e3b\u5e2d\u548c\u6574\u4e2a\u4f1a\u8bae\u3002\u7136\u800c\uff0c\u6211\u4eec\u5e76\u4e0d\u8ba4\u4e3a\u4eba\u7c7b\u79d1\u5b66\u5bb6\u7684\u4f5c\u7528\u4f1a\u51cf\u5f31\u3002\u968f\u7740\u6211\u4eec\u9002\u5e94\u65b0\u6280\u672f\u5e76\u5411\u98df\u7269\u94fe\u4e0a\u6e38\u79fb\u52a8\uff0c\u79d1\u5b66\u5bb6\u7684\u4f5c\u7528\u5c06\u53d1\u751f\u53d8\u5316\u3002\u300d\u7814\u7a76\u4eba\u5458\u5728\u8bba\u6587\u91cc\u8868\u793a\u3002<\/p>\n

\u867d\u7136 AI Scientist \u7684\u5f53\u524d\u8fed\u4ee3\u5c55\u793a\u4e86\u5728\u6210\u719f\u7406\u5ff5\uff08\u5982\u6269\u6563\u5efa\u6a21\u6216 Transformers\uff09\u4e4b\u4e0a\u8fdb\u884c\u521b\u65b0\u7684\u5f3a\u5927\u80fd\u529b\uff0c\u4f46\u6b64\u7c7b\u7cfb\u7edf\u6700\u7ec8\u662f\u5426\u80fd\u591f\u63d0\u51fa\u771f\u6b63\u98a0\u8986\u8303\u5f0f\u7684\u7406\u5ff5\u4ecd\u662f\u4e00\u4e2a\u60ac\u800c\u672a\u51b3\u7684\u95ee\u9898\u3002<\/p>\n

\u672a\u6765\u7248\u672c\u7684 AI Scientist \u662f\u5426\u80fd\u591f\u63d0\u51fa\u50cf\u6269\u6563\u5efa\u6a21\u4e00\u6837\u5177\u6709\u5f71\u54cd\u529b\u7684\u60f3\u6cd5\uff0c\u6216\u8005\u63d0\u51fa\u4e0b\u4e00\u4e2a Transformer \u67b6\u6784\uff1f\u673a\u5668\u6700\u7ec8\u662f\u5426\u80fd\u591f\u53d1\u660e\u50cf\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc<\/mark>\u6216\u4fe1\u606f\u7406\u8bba\u4e00\u6837\u57fa\u672c\u7684\u6982\u5ff5\uff1f<\/p>\n

\u300c\u6211\u4eec\u76f8\u4fe1 AI Scientist \u5c06\u6210\u4e3a\u4eba\u7c7b\u79d1\u5b66\u5bb6\u7684\u7edd\u4f73\u4f19\u4f34\uff0c\u4f46\u53ea\u6709\u65f6\u95f4\u624d\u80fd\u544a\u8bc9\u6211\u4eec\u3002\u300d<\/p>\n

GitHub \u5f00\u6e90\u5730\u5740\uff1ahttp:\/\/github.com\/SakanaAI\/AI-Scientist<\/em><\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2408.06292<\/em><\/p>\n

\u53c2\u8003\u5185\u5bb9\uff1a<\/p>\n

http:\/\/sakana.ai\/ai-scientist\/<\/em><\/p>\n

https:\/\/x.com\/SakanaAILabs\/status\/1823178623513239992\u00a0<\/em><\/p>\n

https:\/\/mp.weixin.qq.com\/s\/-jjXBJAkdMEyl2JhRgwdaA<\/em><\/p>\n

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